Environmental implication of the Algerian traditional house
Bibliographic record
Abstract
Purpose – The control of the environmental impacts of buildings and constructions has certainly progressed in recent years in Europe, but very little in Algeria. The purpose of this paper is to identify and to introduce old environmental systems in the Algerian traditional house which could inspire designers to come up with new constructions with enhanced comfort. Design/methodology/approach – In this work, the authors used the “HQE” French certification grid to gauge the environmental implication of the vernacular architecture. Findings – Environmental systems in the traditional house respect the environment but have to be adapted to the current perception of comfort in order to be applied to the new architecture. Research limitations/implications – The main advantage is that the old environmental systems found in the Algerian traditional houses do not require any machinery to enhance the comfort. Thus they do not need any energy to be useful. Practical implications – As the Canadian Well inspired and influenced the architecture produced around the world to improve the comfort inside the houses, or as the thatched roof which inspired the vegetative roof used today to improve and regulate the energy consumption, the authors hope that some old systems used in the vernacular architecture will inspire architects or regular people who would like to enhance their comfort and life quality. Originality/value – Passive solutions used to improve comfort, with reduced energy consumption in houses, are increasingly sought all around the world. This work can play a part in introducing some environmental solutions used in the vernacular architecture which are nowadays left aside.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".